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- 2018
一种新的高分辨率遥感影像模糊监督分类方法
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Abstract:
针对高分辨率遥感影像分类中由于细节特征突出、同质区域光谱测度变异性增大所带来的像素类属的不确定性及模型的不确定性等造成的误分结果，提出一种基于模糊隶属函数的监督分类方法。对同质区域定义高斯隶属函数模型用来表征像素类属不确定性；模糊化该隶属函数参数建立影像模糊隶属函数，以建模同质区域光谱测度的不确定性；用训练样本在所有类别中的模糊隶属函数及原隶属函数（高斯隶属函数）中的隶属度为输入，建立模糊线性神经网络模型作为目标函数，实现分类决策。该算法和经典算法对World View-2全色合成影像及真实影像进行定性和定量分类实验，分类结果验证了文中方法具有更高的分类精度
| [1] | Ahmed M N, Yamany S M, Mohamed N A, et al. A Modified Fuzzy <em>C</em>-means Algorithm for Bias Field Estimation and Segmentation of MRI Data[J]. <em>IEEE Transactions on Medical Imaging</em>, 2002, 21(3):193-199 |
| [2] | Janin S, Khare M. Construction of Fuzzy Membership Functions for Urban Vehicular Exhaust Emissions Modeling[J]. <em>Environmental Monitoring and Assessment</em>, 2010, 167(8):1-4 |
| [3] | Chen M S, Wang S W. Fuzzy Clustering Analysis for Optimizing Fuzzy Membership Functions[J]. <em>Fuzzy Sets and Systems</em>, 1999, 103(2):239-254 |
| [4] | Kaur D, Mukherjee S, Basu K. Solution of a Multi-Objective and Multi-Index Real-Life Transportation Problem Using Different Fuzzy Membership Functions[J]. <em>Journal of Optimization Theory and Applications</em>, 2015, 164(2):666-678 |
| [5] | Bruzzone L, Carlin L. A Multilevel Context-based System for Classification of Very High Spatial Re-solution Images[J]. <em>IEEE Transactions on Geoscience and Remote Sensing</em>, 2006, 44(9):2587-2600 |
| [6] | Chen S, Zhang D. Robust Image Segmentation Using FCM with Spatial Constraints Based on New Kernel-induced Distance Measure[J]. <em>IEEE Tran-sactions on Cybernetics Systems, Man and Cyberne-tics</em>, 2004, 34(4):1907-1916 |
| [7] | Szilagyi L, Benyo Z, Szilagyi S M, et al. MR Brain Image Segmentation Using an Enhanced Fuzzy <em>C</em>-means Algorithm[C]. Proceedings of the 25th Annual International Conference of the IEEE Enginee-ring in Medicine and Biology Society, Cancun, Mexico, 2003 |
| [8] | Wang Haijun, Deng Yu, Wang Li, et al. A C-means Algorithm Based on Data Field[J]. <em>Geoma-tics and Information Science of Wuhan University</em>, 2009, 34(5):626-629(王海军, 邓羽,王丽, 等. 基于数据场的C均值聚类方法研究[J]. 武汉大学学报·信息科学版, 2009, 34(5):626-629) |
| [9] | Chatzisand S P, Varvarigon T A. A Fuzzy Clustering Approach Toward Hidden Markov Random Field Models for Enhanced Spatially Constrained Image Segmentation[J]. <em>IEEE Transactions on Fuzzy System</em>, 2008, 16(5):1351-1361 |
| [10] | Kumar A, Kaur M. A New Method for Solving Single and Multi-Objective Fuzzy Minimum Cost Flow Problems with Different Membership Functions[J]. <em>Indian Academy of Sciences</em>, 2014, 39(1):189-206 |
| [11] | Mccloskey A, Mcivol R, Maguire L. A User-centred Corporate Acquisition System:A Dynamic Fuzzy Membership Functions Approach[J]. <em>Decision Support Systems</em>, 2006,42(1):162-185 |
| [12] | Mauro A E, Maros A E, Sinito A M. An Interval Fuzzy Model for Magnetic Monitoring:Estimation of a Pollution Index[J]. <em>Environmental Earth Sciences</em>, 2012, 66(5):1477-1485 |
| [13] | Tang W M. Fuzzy SVM with a New Fuzzy Membership Function to Solve the Two-Class Problems[J]. <em>Neural Process Letters</em>, 2011, 34(3):209-219 |
| [14] | Karmakar S, Mujumdar P P. Grey Fuzzy Optimization Model for Water Quality Management of a Rriver System[J]. <em>Advances in Water Resources</em>, 2006, 29(7):1088-1105 |
| [15] | Qiu F, Jensen J R. Opening the Black Box of Neural Networks for Remote Sensing Image Classification[J]. <em>International Journal of Remote Sensing</em>, 2004, 25(9):1749-1768 |
| [16] | Gath I, Geva A B. Unsupervised Optimal Fuzzy Clustering[J]. <em>IEEE Transactions on Pattern Analysis and Machine Intelligence</em>, 1989, 11(7):773-780 |
| [17] | Oberthur T, Dobermann A, Aylward M. Using Auxiliary Information to Adjust Fuzzy Membership Functions for Improved Mapping of Soil Qualities[J]. <em>Geographical Information Science</em>, 2000, 14(5):431-454 |
| [18] | Liu J, Wang W, Dou X. Multiple Model Internal Model Control Based on Fuzzy Membership Function[C]. 2008 IEEE International Conference on Automation & Logistics, Qingdao, China, 2008 |
| [19] | Sarkar A, Banerjee A, Banerjee A, et al. Land Co-ver Classification in MRF Context Using Dempster-Shafer Fusion for Multisensory Imagery[J]. <em>IEEE Transactions on Image Processing</em>, 2005, 14(5):634-645 |
| [20] | Yang C L, Kuo R J, Chien C H, et al. Non-dominated Sorting Genetic Algorithm Using Fuzzy Membership Chromosome for Categorical Data Clustering[J]. <em>Applied Soft Computing</em>, 2015, 30(5):113-122 |
